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* deprecate certain lora methods from the old backend.

* uncomment necessary things.

* safe remove old lora backend 👋

* refactor decode latents in video pipelines

* make fix-copies

* Add vae tiling in img2img and inpaint

* Add vae tiling not slicing

Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

change to 2024

This fixes #6899.

* attention_head_dim

* debug

* print more info

* correct num_attention_heads behaviour

* down_block_num_attention_heads -> num_attention_heads.

* correct the image link in doc.

* add: deprecation for num_attention_head

* fix: test argument to use attention_head_dim

* more fixes.

* quality

* address comments.

* remove depcrecation.

* add: support for passing ip adapter image embeddings

* debugging

* make feature_extractor unloading conditioned on safety_checker

* better condition

* type annotation

* index to look into value slices

* more debugging

* debugging

* serialize embeddings dict

* better conditioning

* remove unnecessary prints.

* Update src/diffusers/loaders/ip_adapter.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* make fix-copies and styling.

* styling and further copy fixing.

* fix: check_inputs call in controlnet sdxl img2img pipeline

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Co-authored-by: YiYi Xu <yixu310@gmail.com>

* remove torch_dtype from to()

* remove torch_dtype from usage scripts.

* remove old lora backend

* Revert "remove old lora backend"

This reverts commit adcddf6ba421f847e7da2a0ce57b9456cae43356.

[ip-adapter] make sure length of `scale` is same as number of ip-adapters when using  `set_ip_adapter_scale` (#6884)

add
Co-authored-by: yiyixuxu <yixu310@gmail,com>

* feat: standarize model card creation for dreambooth training.

* correct 'inference

* remove comments.

* take component out of kwargs

* style

* add: card template to have a leaner description.

* widget support.

* propagate changes to train_dreambooth_lora

* propagate changes to custom diffusion

* make widget properly type-annotated

This reverts commit 15f6b224.

* remove _to_tensor

* remove _to_tensor definition

* remove _collapse_frames_into_batch

* remove lora for not bloating the code.

* remove sample_size.

* simplify code a bit more

* ensure timesteps are always in tensor.

* Fix `AutoencoderTiny` with `use_slicing`

When using slicing with AutoencoderTiny, the encoder mistakenly encodes the entire batch for every image in the batch.

* Fixed formatting issue

update

update

fix #6742
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>

fix
Co-authored-by: yiyixuxu <yixu310@gmail,com>

* update

* update

* update

* Update src/diffusers/pipelines/i2vgen_xl/pipeline_i2vgen_xl.py
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* update

* update

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Co-authored-by: YiYi Xu <yixu310@gmail.com>

fix sd reference community ppeline
Co-authored-by: yiyixuxu <yixu310@gmail,com>

change path to pathlib as_posix
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* Update testing_utils.py

* Update testing_utils.py

* add

* remove transformer

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Co-authored-by: yiyixuxu <yixu310@gmail,com>

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Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: YiYi Xu <yixu310@gmail.com>

move sigma to device
Co-authored-by: yiyixuxu <yixu310@gmail,com>
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

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Co-authored-by: yiyixuxu <yixu310@gmail,com>
Co-authored-by: Alvaro Somoza <somoza.alvaro@gmail.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

add missing param

* update

* update

* updaet

* add tests and docs

* clean up

* add to toctree

* fix copies

* pr review feedback

* fix copies

* fix tests

* update docs

* update

* update

* update docs

* update

* update

* update

* update

fix

* update

* update

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Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

Fix bug in ResnetBlock2D.forward when not USE_PEFT_BACKEND and using scale_shift for time emb where the lora scale  gets overwritten.
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>

* load cumprod tensor to device
Signed-off-by: woshiyyya <xiaoyunxuan1998@gmail.com>

* fixing ci
Signed-off-by: woshiyyya <xiaoyunxuan1998@gmail.com>

* make fix-copies
Signed-off-by: woshiyyya <xiaoyunxuan1998@gmail.com>

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Signed-off-by: woshiyyya <xiaoyunxuan1998@gmail.com>

update

* move transformer scripts to transformers modules

* move transformer model test

* move prior transformer test to  directory

* fix doc path

* correct doc path

* add: __init__.py

* Add unload_textual_inversion

* Fix dicts in tokenizer

* Fix quality

* Apply suggestions from code review
Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Fix variable name after last update

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Co-authored-by: YiYi Xu <yixu310@gmail.com>

Change os.path to pathlib